{"id":"W4389057134","doi":"10.3126/bjhs.v8i2.59853","title":"Assessment of geneXpert test for diagnosis of pediatric pulmonary tuberculosis","year":2023,"lang":"en","type":"article","venue":"Birat Journal of Health Sciences","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"GeneXpert MTB/RIF; Medicine; Pulmonary tuberculosis; Tuberculosis; Test (biology); Surgery; Pathology; Mycobacterium tuberculosis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001124657,0.0002740559,0.0003857248,0.001154518,0.0001788195,0.0006773634,0.0003745872,0.0004367595,0.0024901],"category_scores_gemma":[0.003466032,0.000172995,0.0002659565,0.000702807,0.0003115979,0.000508961,0.0002261504,0.0005355273,0.0005126983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002741991,"about_ca_system_score_gemma":0.000432494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000630072,"about_ca_topic_score_gemma":0.0008089743,"domain_scores_codex":[0.9986454,0.0003567126,0.0002015534,0.0001608271,0.0005171206,0.0001184221],"domain_scores_gemma":[0.9976532,0.0008518771,0.0008446667,0.0000611675,0.0004638584,0.0001253172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000177816,0.00008527115,0.9730884,0.0001994086,0.0000305904,0.002999251,0.0002384299,0.0001901181,0.005543985,0.0001287132,0.000598353,0.01671966],"study_design_scores_gemma":[0.00002757131,0.001700451,0.918048,0.0004183631,0.0001598347,0.04545,0.001097505,0.00406267,0.02131034,0.000414069,0.007281368,0.00002999667],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795634,0.008515975,0.003570626,0.0005665175,0.00006972452,0.0001313031,0.0009580834,0.00009333793,0.006530982],"genre_scores_gemma":[0.9947943,0.001485929,0.002591781,0.0001050596,0.00002719279,0.00004030102,0.0002751523,0.000006087335,0.0006743286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0024901,"threshold_uncertainty_score":0.008330226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1181412916280891,"score_gpt":0.4595077594480154,"score_spread":0.3413664678199262,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}